Task Abstraction
Task:
•The primary objective of this project is to analyze and compare data science salaries between the United States and India to
identify trends, disparities, and insights.
Target:
•The target of the analysis includes understanding the distribution of salaries, identifying top-paying job titles, exploring
geographical variations in salaries, and uncovering any significant patterns or trends.
Actions:
•Data Collection: Obtain relevant datasets containing information on data science salaries from both the United States and
India.
•Data Preprocessing: Cleanse and prepare the datasets by handling missing values, standardizing data formats, and ensuring
data consistency.
•Exploratory Data Analysis : Conduct EDA to gain initial insights into the distributions, trends, and patterns present in the data.
•Visualization Creation: Create visualizations such as histograms, box plots, and bar plots to effectively communicate the salary
distributions, top-paying job titles, and geographical salary variations.
•Comparative Analysis: Compare and contrast data science salaries between the United States and India to identify differences,
similarities, and any noteworthy observations.
•Interpretation: Interpret the findings from the analysis to derive insights and implications for individuals and organizations
within the data science domain.